Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 995 |
| Missing cells | 420 |
| Missing cells (%) | 2.0% |
| Duplicate rows | 6 |
| Duplicate rows (%) | 0.6% |
| Total size in memory | 171.0 KiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 15 |
| Dataset has 6 (0.6%) duplicate rows | Duplicates |
Clase_Economica is highly overall correlated with Clase_Ejecutiva and 2 other fields | High correlation |
Clase_Ejecutiva is highly overall correlated with Clase_Economica and 2 other fields | High correlation |
ComodidadSilla is highly overall correlated with NivelLimpieza and 2 other fields | High correlation |
NivelLimpieza is highly overall correlated with ComodidadSilla and 2 other fields | High correlation |
SatComidaBebidas is highly overall correlated with ComodidadSilla and 2 other fields | High correlation |
SatEntretenimiento is highly overall correlated with ComodidadSilla and 2 other fields | High correlation |
Sexo_F is highly overall correlated with Sexo_M | High correlation |
Sexo_M is highly overall correlated with Sexo_F | High correlation |
TipoCliente_Esporadico is highly overall correlated with TipoCliente_Frecuente | High correlation |
TipoCliente_Frecuente is highly overall correlated with TipoCliente_Esporadico | High correlation |
TipoViaje_Negocios is highly overall correlated with Clase_Economica and 2 other fields | High correlation |
TipoViaje_Personal is highly overall correlated with Clase_Economica and 2 other fields | High correlation |
satisfaccion_insatisfecho is highly overall correlated with satisfaccion_satisfecho | High correlation |
satisfaccion_satisfecho is highly overall correlated with satisfaccion_insatisfecho | High correlation |
Clase_MuyEconomicanomica is highly imbalanced (56.3%) | Imbalance |
Edad has 20 (2.0%) missing values | Missing |
DistanciaREconomicarrida has 20 (2.0%) missing values | Missing |
SatServicioWifi has 20 (2.0%) missing values | Missing |
SatPuntualidad has 20 (2.0%) missing values | Missing |
SatComidaBebidas has 20 (2.0%) missing values | Missing |
ComodidadSilla has 20 (2.0%) missing values | Missing |
SatEntretenimiento has 20 (2.0%) missing values | Missing |
SatServicioAbordo has 20 (2.0%) missing values | Missing |
NivelLimpieza has 20 (2.0%) missing values | Missing |
MinRetrasoSalida has 20 (2.0%) missing values | Missing |
Sexo_F has 20 (2.0%) missing values | Missing |
Sexo_M has 20 (2.0%) missing values | Missing |
TipoCliente_Esporadico has 20 (2.0%) missing values | Missing |
TipoCliente_Frecuente has 20 (2.0%) missing values | Missing |
TipoViaje_Negocios has 20 (2.0%) missing values | Missing |
TipoViaje_Personal has 20 (2.0%) missing values | Missing |
Clase_Economica has 20 (2.0%) missing values | Missing |
Clase_Ejecutiva has 20 (2.0%) missing values | Missing |
Clase_MuyEconomicanomica has 20 (2.0%) missing values | Missing |
satisfaccion_insatisfecho has 20 (2.0%) missing values | Missing |
satisfaccion_satisfecho has 20 (2.0%) missing values | Missing |
SatServicioWifi has 36 (3.6%) zeros | Zeros |
SatPuntualidad has 56 (5.6%) zeros | Zeros |
MinRetrasoSalida has 540 (54.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-08 04:20:02.709155 |
|---|---|
| Analysis finished | 2024-03-08 04:20:07.511911 |
| Duration | 4.8 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
Edad
Real number (ℝ)
MISSING
| Distinct | 69 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.735385 |
| Minimum | 7 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 52 |
| 95-th percentile | 64 |
| Maximum | 80 |
| Range | 73 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 15.361013 |
|---|---|
| Coefficient of variation (CV) | 0.38658271 |
| Kurtosis | -0.77713102 |
| Mean | 39.735385 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.070834964 |
| Sum | 38742 |
| Variance | 235.96071 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53 | 28 | 2.8% |
| 45 | 27 | 2.7% |
| 44 | 26 | 2.6% |
| 39 | 25 | 2.5% |
| 47 | 25 | 2.5% |
| 27 | 24 | 2.4% |
| 26 | 24 | 2.4% |
| 33 | 23 | 2.3% |
| 29 | 23 | 2.3% |
| 43 | 22 | 2.2% |
| Other values (59) | 728 |
| Value | Count | Frequency (%) |
| 7 | 4 | |
| 8 | 9 | |
| 9 | 8 | |
| 10 | 9 | |
| 11 | 4 | |
| 12 | 8 | |
| 13 | 6 | |
| 14 | 5 | |
| 15 | 4 | |
| 16 | 8 |
| Value | Count | Frequency (%) |
| 80 | 2 | 0.2% |
| 74 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 72 | 1 | 0.1% |
| 71 | 1 | 0.1% |
| 70 | 6 | |
| 69 | 6 | |
| 68 | 8 | |
| 67 | 4 | |
| 66 | 9 |
DistanciaREconomicarrida
Real number (ℝ)
MISSING
| Distinct | 646 |
|---|---|
| Distinct (%) | 66.3% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1185.4226 |
| Minimum | 67 |
|---|---|
| Maximum | 3995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 67 |
|---|---|
| 5-th percentile | 184 |
| Q1 | 412 |
| median | 846 |
| Q3 | 1739 |
| 95-th percentile | 3323.7 |
| Maximum | 3995 |
| Range | 3928 |
| Interquartile range (IQR) | 1327 |
Descriptive statistics
| Standard deviation | 1000.9428 |
|---|---|
| Coefficient of variation (CV) | 0.84437639 |
| Kurtosis | 0.11228899 |
| Mean | 1185.4226 |
| Median Absolute Deviation (MAD) | 518 |
| Skewness | 1.0815006 |
| Sum | 1155787 |
| Variance | 1001886.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2475 | 7 | 0.7% |
| 337 | 6 | 0.6% |
| 296 | 6 | 0.6% |
| 1671 | 6 | 0.6% |
| 192 | 6 | 0.6% |
| 967 | 5 | 0.5% |
| 277 | 5 | 0.5% |
| 304 | 5 | 0.5% |
| 109 | 5 | 0.5% |
| 201 | 5 | 0.5% |
| Other values (636) | 919 | |
| (Missing) | 20 | 2.0% |
| Value | Count | Frequency (%) |
| 67 | 1 | 0.1% |
| 77 | 2 | 0.2% |
| 78 | 1 | 0.1% |
| 86 | 2 | 0.2% |
| 89 | 1 | 0.1% |
| 95 | 2 | 0.2% |
| 98 | 1 | 0.1% |
| 101 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 109 | 5 |
| Value | Count | Frequency (%) |
| 3995 | 1 | |
| 3953 | 1 | |
| 3944 | 1 | |
| 3904 | 1 | |
| 3892 | 1 | |
| 3880 | 1 | |
| 3873 | 1 | |
| 3853 | 1 | |
| 3842 | 1 | |
| 3836 | 1 |
SatServicioWifi
Real number (ℝ)
MISSING ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7025641 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 36 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3653619 |
|---|---|
| Coefficient of variation (CV) | 0.50520981 |
| Kurtosis | -0.90512224 |
| Mean | 2.7025641 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.02176895 |
| Sum | 2635 |
| Variance | 1.8642131 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 234 | |
| 2 | 225 | |
| 4 | 189 | |
| 1 | 182 | |
| 5 | 109 | |
| 0 | 36 | 3.6% |
| (Missing) | 20 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 36 | 3.6% |
| 1 | 182 | |
| 2 | 225 | |
| 3 | 234 | |
| 4 | 189 | |
| 5 | 109 |
| Value | Count | Frequency (%) |
| 5 | 109 | |
| 4 | 189 | |
| 3 | 234 | |
| 2 | 225 | |
| 1 | 182 | |
| 0 | 36 | 3.6% |
SatPuntualidad
Real number (ℝ)
MISSING ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0512821 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 56 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5570717 |
|---|---|
| Coefficient of variation (CV) | 0.5103008 |
| Kurtosis | -1.0653741 |
| Mean | 3.0512821 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.33232548 |
| Sum | 2975 |
| Variance | 2.4244722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 224 | |
| 5 | 222 | |
| 3 | 172 | |
| 2 | 152 | |
| 1 | 149 | |
| 0 | 56 | 5.6% |
| (Missing) | 20 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 56 | 5.6% |
| 1 | 149 | |
| 2 | 152 | |
| 3 | 172 | |
| 4 | 224 | |
| 5 | 222 |
| Value | Count | Frequency (%) |
| 5 | 222 | |
| 4 | 224 | |
| 3 | 172 | |
| 2 | 152 | |
| 1 | 149 | |
| 0 | 56 | 5.6% |
SatComidaBebidas
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1866667 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.331974 |
|---|---|
| Coefficient of variation (CV) | 0.41798347 |
| Kurtosis | -1.1408911 |
| Mean | 3.1866667 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.15935663 |
| Sum | 3107 |
| Variance | 1.7741547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 236 | |
| 3 | 208 | |
| 5 | 202 | |
| 2 | 201 | |
| 1 | 127 | |
| 0 | 1 | 0.1% |
| (Missing) | 20 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1 | 127 | |
| 2 | 201 | |
| 3 | 208 | |
| 4 | 236 | |
| 5 | 202 |
| Value | Count | Frequency (%) |
| 5 | 202 | |
| 4 | 236 | |
| 3 | 208 | |
| 2 | 201 | |
| 1 | 127 | |
| 0 | 1 | 0.1% |
ComodidadSilla
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 4.0 | |
|---|---|
| 5.0 | |
| 3.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 5.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 294 | |
| 5.0 | 245 | |
| 3.0 | 174 | |
| 2.0 | 147 | |
| 1.0 | 115 | 11.6% |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 294 | |
| 5.0 | 245 | |
| 3.0 | 174 | |
| 2.0 | 147 | |
| 1.0 | 115 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 294 | 10.1% |
| 5 | 245 | 8.4% |
| 3 | 174 | 5.9% |
| 2 | 147 | 5.0% |
| 1 | 115 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 975 | |
| 4 | 294 | 15.1% |
| 5 | 245 | 12.6% |
| 3 | 174 | 8.9% |
| 2 | 147 | 7.5% |
| 1 | 115 | 5.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 294 | 10.1% |
| 5 | 245 | 8.4% |
| 3 | 174 | 5.9% |
| 2 | 147 | 5.0% |
| 1 | 115 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 294 | 10.1% |
| 5 | 245 | 8.4% |
| 3 | 174 | 5.9% |
| 2 | 147 | 5.0% |
| 1 | 115 | 3.9% |
SatEntretenimiento
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 4.0 | |
|---|---|
| 5.0 | |
| 3.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 259 | |
| 5.0 | 239 | |
| 3.0 | 205 | |
| 2.0 | 157 | |
| 1.0 | 115 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 259 | |
| 5.0 | 239 | |
| 3.0 | 205 | |
| 2.0 | 157 | |
| 1.0 | 115 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 259 | 8.9% |
| 5 | 239 | 8.2% |
| 3 | 205 | 7.0% |
| 2 | 157 | 5.4% |
| 1 | 115 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 975 | |
| 4 | 259 | 13.3% |
| 5 | 239 | 12.3% |
| 3 | 205 | 10.5% |
| 2 | 157 | 8.1% |
| 1 | 115 | 5.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 259 | 8.9% |
| 5 | 239 | 8.2% |
| 3 | 205 | 7.0% |
| 2 | 157 | 5.4% |
| 1 | 115 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 259 | 8.9% |
| 5 | 239 | 8.2% |
| 3 | 205 | 7.0% |
| 2 | 157 | 5.4% |
| 1 | 115 | 3.9% |
SatServicioAbordo
Categorical
MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 5.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 5.0 |
| 4th row | 2.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 275 | |
| 3.0 | 233 | |
| 5.0 | 218 | |
| 2.0 | 138 | |
| 1.0 | 111 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 275 | |
| 3.0 | 233 | |
| 5.0 | 218 | |
| 2.0 | 138 | |
| 1.0 | 111 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 275 | 9.4% |
| 3 | 233 | 8.0% |
| 5 | 218 | 7.5% |
| 2 | 138 | 4.7% |
| 1 | 111 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 975 | |
| 4 | 275 | 14.1% |
| 3 | 233 | 11.9% |
| 5 | 218 | 11.2% |
| 2 | 138 | 7.1% |
| 1 | 111 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 275 | 9.4% |
| 3 | 233 | 8.0% |
| 5 | 218 | 7.5% |
| 2 | 138 | 4.7% |
| 1 | 111 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 275 | 9.4% |
| 3 | 233 | 8.0% |
| 5 | 218 | 7.5% |
| 2 | 138 | 4.7% |
| 1 | 111 | 3.8% |
NivelLimpieza
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 5.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 5.0 |
| 4th row | 5.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 249 | |
| 3.0 | 224 | |
| 5.0 | 209 | |
| 2.0 | 160 | |
| 1.0 | 133 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 249 | |
| 3.0 | 224 | |
| 5.0 | 209 | |
| 2.0 | 160 | |
| 1.0 | 133 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 249 | 8.5% |
| 3 | 224 | 7.7% |
| 5 | 209 | 7.1% |
| 2 | 160 | 5.5% |
| 1 | 133 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 975 | |
| 4 | 249 | 12.8% |
| 3 | 224 | 11.5% |
| 5 | 209 | 10.7% |
| 2 | 160 | 8.2% |
| 1 | 133 | 6.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 249 | 8.5% |
| 3 | 224 | 7.7% |
| 5 | 209 | 7.1% |
| 2 | 160 | 5.5% |
| 1 | 133 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 975 | |
| 0 | 975 | |
| 4 | 249 | 8.5% |
| 3 | 224 | 7.7% |
| 5 | 209 | 7.1% |
| 2 | 160 | 5.5% |
| 1 | 133 | 4.5% |
MinRetrasoSalida
Real number (ℝ)
MISSING ZEROS
| Distinct | 112 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.112821 |
| Minimum | 0 |
|---|---|
| Maximum | 794 |
| Zeros | 540 |
| Zeros (%) | 54.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 76.3 |
| Maximum | 794 |
| Range | 794 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 44.632996 |
|---|---|
| Coefficient of variation (CV) | 2.77003 |
| Kurtosis | 105.30403 |
| Mean | 16.112821 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.9387729 |
| Sum | 15710 |
| Variance | 1992.1043 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 540 | |
| 1 | 31 | 3.1% |
| 6 | 25 | 2.5% |
| 4 | 20 | 2.0% |
| 3 | 20 | 2.0% |
| 2 | 18 | 1.8% |
| 10 | 16 | 1.6% |
| 5 | 13 | 1.3% |
| 9 | 10 | 1.0% |
| 18 | 10 | 1.0% |
| Other values (102) | 272 | |
| (Missing) | 20 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 540 | |
| 1 | 31 | 3.1% |
| 2 | 18 | 1.8% |
| 3 | 20 | 2.0% |
| 4 | 20 | 2.0% |
| 5 | 13 | 1.3% |
| 6 | 25 | 2.5% |
| 7 | 9 | 0.9% |
| 8 | 6 | 0.6% |
| 9 | 10 | 1.0% |
| Value | Count | Frequency (%) |
| 794 | 1 | |
| 344 | 1 | |
| 302 | 1 | |
| 293 | 1 | |
| 283 | 1 | |
| 282 | 1 | |
| 237 | 1 | |
| 222 | 1 | |
| 219 | 1 | |
| 200 | 1 |
Sexo_F
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 488 | |
| 1.0 | 487 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 488 | |
| 1.0 | 487 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1463 | |
| . | 975 | |
| 1 | 487 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1463 | |
| 1 | 487 | 25.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1463 | |
| . | 975 | |
| 1 | 487 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1463 | |
| . | 975 | |
| 1 | 487 | 16.6% |
Sexo_M
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 488 | |
| 0.0 | 487 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 488 | |
| 0.0 | 487 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1462 | |
| . | 975 | |
| 1 | 488 | 16.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1462 | |
| 1 | 488 | 25.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1462 | |
| . | 975 | |
| 1 | 488 | 16.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1462 | |
| . | 975 | |
| 1 | 488 | 16.7% |
TipoCliente_Esporadico
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 786 | |
| 1.0 | 189 | 19.0% |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 786 | |
| 1.0 | 189 | 19.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1761 | |
| . | 975 | |
| 1 | 189 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1761 | |
| 1 | 189 | 9.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1761 | |
| . | 975 | |
| 1 | 189 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1761 | |
| . | 975 | |
| 1 | 189 | 6.5% |
TipoCliente_Frecuente
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 786 | |
| 0.0 | 189 | 19.0% |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 786 | |
| 0.0 | 189 | 19.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| . | 975 | |
| 1 | 786 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 786 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| . | 975 | |
| 1 | 786 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| . | 975 | |
| 1 | 786 |
TipoViaje_Negocios
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 683 | |
| 0.0 | 292 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 683 | |
| 0.0 | 292 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 975 | |
| 1 | 683 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| 1 | 683 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 975 | |
| 1 | 683 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 975 | |
| 1 | 683 |
TipoViaje_Personal
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 683 | |
| 1.0 | 292 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 683 | |
| 1.0 | 292 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1658 | |
| . | 975 | |
| 1 | 292 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1658 | |
| 1 | 292 | 15.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1658 | |
| . | 975 | |
| 1 | 292 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1658 | |
| . | 975 | |
| 1 | 292 | 10.0% |
Clase_Economica
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 544 | |
| 1.0 | 431 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 544 | |
| 1.0 | 431 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1519 | |
| . | 975 | |
| 1 | 431 | 14.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1519 | |
| 1 | 431 | 22.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1519 | |
| . | 975 | |
| 1 | 431 | 14.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1519 | |
| . | 975 | |
| 1 | 431 | 14.7% |
Clase_Ejecutiva
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 519 | |
| 1.0 | 456 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 519 | |
| 1.0 | 456 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| . | 975 | |
| 1 | 456 | 15.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| 1 | 456 | 23.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| . | 975 | |
| 1 | 456 | 15.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| . | 975 | |
| 1 | 456 | 15.6% |
Clase_MuyEconomicanomica
Categorical
IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 | 88 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 887 | |
| 1.0 | 88 | 8.8% |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 887 | |
| 1.0 | 88 | 9.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1862 | |
| . | 975 | |
| 1 | 88 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1862 | |
| 1 | 88 | 4.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1862 | |
| . | 975 | |
| 1 | 88 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1862 | |
| . | 975 | |
| 1 | 88 | 3.0% |
satisfaccion_insatisfecho
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 549 | |
| 0.0 | 426 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 549 | |
| 0.0 | 426 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1401 | |
| . | 975 | |
| 1 | 549 | 18.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1401 | |
| 1 | 549 | 28.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1401 | |
| . | 975 | |
| 1 | 549 | 18.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1401 | |
| . | 975 | |
| 1 | 549 | 18.8% |
satisfaccion_satisfecho
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 20 |
| Missing (%) | 2.0% |
| Memory size | 66.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2925 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 549 | |
| 1.0 | 426 | |
| (Missing) | 20 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 549 | |
| 1.0 | 426 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1524 | |
| . | 975 | |
| 1 | 426 | 14.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1950 | |
| Other Punctuation | 975 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1524 | |
| 1 | 426 | 21.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2925 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1524 | |
| . | 975 | |
| 1 | 426 | 14.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1524 | |
| . | 975 | |
| 1 | 426 | 14.6% |
| Clase_Economica | Clase_Ejecutiva | Clase_MuyEconomicanomica | ComodidadSilla | DistanciaREconomicarrida | Edad | MinRetrasoSalida | NivelLimpieza | SatComidaBebidas | SatEntretenimiento | SatPuntualidad | SatServicioAbordo | SatServicioWifi | Sexo_F | Sexo_M | TipoCliente_Esporadico | TipoCliente_Frecuente | TipoViaje_Negocios | TipoViaje_Personal | satisfaccion_insatisfecho | satisfaccion_satisfecho | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Clase_Economica | 1.000 | 0.832 | 0.275 | 0.000 | -0.001 | -0.044 | 0.059 | 0.000 | -0.027 | 0.055 | -0.065 | 0.044 | -0.030 | 0.000 | 0.000 | 0.099 | 0.099 | 0.502 | 0.502 | 0.423 | 0.423 |
| Clase_Ejecutiva | 0.832 | 1.000 | 0.290 | 0.000 | 0.019 | 0.026 | -0.013 | 0.000 | -0.011 | 0.063 | 0.068 | 0.042 | 0.025 | 0.000 | 0.000 | 0.065 | 0.065 | 0.529 | 0.529 | 0.493 | 0.493 |
| Clase_MuyEconomicanomica | 0.275 | 0.290 | 1.000 | 0.000 | -0.031 | 0.030 | -0.078 | 0.057 | 0.064 | 0.058 | -0.006 | 0.000 | 0.008 | 0.000 | 0.000 | 0.039 | 0.039 | 0.036 | 0.036 | 0.118 | 0.118 |
| ComodidadSilla | 0.000 | 0.000 | 0.000 | 1.000 | 0.173 | 0.162 | -0.053 | 0.584 | 0.620 | 0.559 | 0.002 | 0.085 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.136 | 0.136 | 0.040 | 0.040 |
| DistanciaREconomicarrida | -0.001 | 0.019 | -0.031 | 0.173 | 1.000 | 0.049 | -0.010 | 0.067 | 0.016 | 0.040 | -0.057 | 0.021 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.006 | 0.000 | 0.000 |
| Edad | -0.044 | 0.026 | 0.030 | 0.162 | 0.049 | 1.000 | 0.018 | 0.081 | 0.031 | 0.068 | 0.062 | 0.046 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MinRetrasoSalida | 0.059 | -0.013 | -0.078 | -0.053 | -0.010 | 0.018 | 1.000 | 0.045 | -0.041 | 0.000 | -0.031 | 0.000 | -0.050 | 0.029 | 0.029 | 0.044 | 0.044 | 0.059 | 0.059 | 0.000 | 0.000 |
| NivelLimpieza | 0.000 | 0.000 | 0.057 | 0.584 | 0.067 | 0.081 | 0.045 | 1.000 | 0.668 | 0.625 | 0.008 | 0.054 | 0.121 | 0.000 | 0.000 | 0.054 | 0.054 | 0.023 | 0.023 | 0.000 | 0.000 |
| SatComidaBebidas | -0.027 | -0.011 | 0.064 | 0.620 | 0.016 | 0.031 | -0.041 | 0.668 | 1.000 | 0.612 | 0.010 | 0.000 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.059 | 0.000 | 0.000 |
| SatEntretenimiento | 0.055 | 0.063 | 0.058 | 0.559 | 0.040 | 0.068 | 0.000 | 0.625 | 0.612 | 1.000 | -0.014 | 0.354 | 0.203 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.074 | 0.040 | 0.040 |
| SatPuntualidad | -0.065 | 0.068 | -0.006 | 0.002 | -0.057 | 0.062 | -0.031 | 0.008 | 0.010 | -0.014 | 1.000 | 0.070 | 0.396 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| SatServicioAbordo | 0.044 | 0.042 | 0.000 | 0.085 | 0.021 | 0.046 | 0.000 | 0.054 | 0.000 | 0.354 | 0.070 | 1.000 | 0.071 | 0.037 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.041 |
| SatServicioWifi | -0.030 | 0.025 | 0.008 | 0.100 | 0.002 | 0.012 | -0.050 | 0.121 | 0.135 | 0.203 | 0.396 | 0.071 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.021 |
| Sexo_F | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 1.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Sexo_M | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.998 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| TipoCliente_Esporadico | 0.099 | 0.065 | 0.039 | 0.000 | 0.000 | 0.000 | 0.044 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.997 | 0.316 | 0.316 | 0.154 | 0.154 |
| TipoCliente_Frecuente | 0.099 | 0.065 | 0.039 | 0.000 | 0.000 | 0.000 | 0.044 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 1.000 | 0.316 | 0.316 | 0.154 | 0.154 |
| TipoViaje_Negocios | 0.502 | 0.529 | 0.036 | 0.136 | 0.006 | 0.000 | 0.059 | 0.023 | 0.059 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.316 | 0.316 | 1.000 | 0.998 | 0.419 | 0.419 |
| TipoViaje_Personal | 0.502 | 0.529 | 0.036 | 0.136 | 0.006 | 0.000 | 0.059 | 0.023 | 0.059 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.316 | 0.316 | 0.998 | 1.000 | 0.419 | 0.419 |
| satisfaccion_insatisfecho | 0.423 | 0.493 | 0.118 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.041 | 0.021 | 0.000 | 0.000 | 0.154 | 0.154 | 0.419 | 0.419 | 1.000 | 0.998 |
| satisfaccion_satisfecho | 0.423 | 0.493 | 0.118 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.041 | 0.021 | 0.000 | 0.000 | 0.154 | 0.154 | 0.419 | 0.419 | 0.998 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Edad | DistanciaREconomicarrida | SatServicioWifi | SatPuntualidad | SatComidaBebidas | ComodidadSilla | SatEntretenimiento | SatServicioAbordo | NivelLimpieza | MinRetrasoSalida | Sexo_F | Sexo_M | TipoCliente_Esporadico | TipoCliente_Frecuente | TipoViaje_Negocios | TipoViaje_Personal | Clase_Economica | Clase_Ejecutiva | Clase_MuyEconomicanomica | satisfaccion_insatisfecho | satisfaccion_satisfecho | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 7.0 | 1012.0 | 3.0 | 5.0 | 5.0 | 2.0 | 5.0 | 2.0 | 5.0 | 26.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 2 | 39.0 | 2204.0 | 1.0 | 1.0 | 3.0 | 4.0 | 4.0 | 4.0 | 3.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 3 | 9.0 | 2475.0 | 4.0 | 2.0 | 4.0 | 5.0 | 1.0 | 5.0 | 5.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 4 | 56.0 | 3344.0 | 0.0 | 5.0 | 3.0 | 4.0 | 2.0 | 2.0 | 5.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 5 | 37.0 | 1954.0 | 4.0 | 2.0 | 3.0 | 3.0 | 4.0 | 4.0 | 4.0 | 10.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 6 | 21.0 | 3179.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 2.0 | 5.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 7 | 51.0 | 3107.0 | 3.0 | 3.0 | 4.0 | 5.0 | 5.0 | 5.0 | 3.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 8 | 47.0 | 427.0 | 5.0 | 3.0 | 3.0 | 1.0 | 5.0 | 5.0 | 2.0 | 2.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 9 | 52.0 | 484.0 | 2.0 | 2.0 | 4.0 | 4.0 | 4.0 | 4.0 | 3.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 10 | 37.0 | 2486.0 | 3.0 | 1.0 | 4.0 | 4.0 | 4.0 | 2.0 | 4.0 | 11.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| Edad | DistanciaREconomicarrida | SatServicioWifi | SatPuntualidad | SatComidaBebidas | ComodidadSilla | SatEntretenimiento | SatServicioAbordo | NivelLimpieza | MinRetrasoSalida | Sexo_F | Sexo_M | TipoCliente_Esporadico | TipoCliente_Frecuente | TipoViaje_Negocios | TipoViaje_Personal | Clase_Economica | Clase_Ejecutiva | Clase_MuyEconomicanomica | satisfaccion_insatisfecho | satisfaccion_satisfecho | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 413 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 416 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 445 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 477 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 508 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 509 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 541 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 883 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 932 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 966 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
Most frequently occurring
| Edad | DistanciaREconomicarrida | SatServicioWifi | SatPuntualidad | SatComidaBebidas | ComodidadSilla | SatEntretenimiento | SatServicioAbordo | NivelLimpieza | MinRetrasoSalida | Sexo_F | Sexo_M | TipoCliente_Esporadico | TipoCliente_Frecuente | TipoViaje_Negocios | TipoViaje_Personal | Clase_Economica | Clase_Ejecutiva | Clase_MuyEconomicanomica | satisfaccion_insatisfecho | satisfaccion_satisfecho | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 4 |
| 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4 |
| 4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4 |
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 2 |
| 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 2 |
| 5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 2 |